from __future__ import print_function
import os
import pickle
import numpy as np
import torch
# from utils.plot import plot
from utils.tokenize import tokenize, create_dict, sent_to_ix, cmumosei_2, cmumosei_7, pad_feature
from torch.utils.data import Dataset


TRAIN_SET = ['dia0_utt0', 'dia0_utt1', 'dia0_utt2', 'dia0_utt3', 'dia0_utt4', 'dia0_utt5', 'dia0_utt6', 'dia0_utt7', 'dia0_utt8', 'dia0_utt9', 'dia0_utt10', 'dia0_utt11', 'dia0_utt12', 'dia0_utt13', 'dia1_utt0', 'dia1_utt1', 'dia1_utt2', 'dia1_utt3', 'dia1_utt4', 'dia1_utt5', 'dia1_utt8', 'dia2_utt0', 'dia2_utt1', 'dia2_utt2', 'dia2_utt3', 'dia2_utt4', 'dia2_utt5', 'dia2_utt6', 'dia2_utt7', 'dia2_utt8', 'dia2_utt9', 'dia2_utt10', 'dia2_utt11', 'dia2_utt12', 'dia3_utt0', 'dia3_utt1', 'dia3_utt2', 'dia3_utt3', 'dia3_utt4', 'dia3_utt5', 'dia3_utt6', 'dia3_utt8', 'dia3_utt9', 'dia4_utt0', 'dia4_utt1', 'dia4_utt2', 'dia4_utt3', 'dia4_utt4', 'dia4_utt5', 'dia4_utt6', 'dia4_utt7', 'dia4_utt8', 'dia4_utt9', 'dia4_utt10', 'dia4_utt11', 'dia4_utt12', 'dia4_utt13', 'dia4_utt14', 'dia5_utt0', 'dia5_utt1', 'dia5_utt2', 'dia5_utt3', 'dia6_utt0', 'dia6_utt1', 'dia6_utt2', 'dia6_utt3', 'dia6_utt4', 'dia6_utt5', 'dia6_utt6', 'dia6_utt7', 'dia6_utt8', 'dia6_utt9', 'dia6_utt10', 'dia6_utt11', 'dia6_utt12', 'dia6_utt13', 'dia6_utt14', 'dia6_utt15', 'dia6_utt16', 'dia6_utt17', 'dia6_utt18', 'dia6_utt19', 'dia6_utt20', 'dia6_utt21', 'dia7_utt0', 'dia7_utt1', 'dia8_utt0', 'dia8_utt1', 'dia8_utt2', 'dia8_utt3', 'dia8_utt4', 'dia8_utt5', 'dia8_utt6', 'dia9_utt0', 'dia9_utt1', 'dia9_utt2', 'dia9_utt3', 'dia9_utt4', 'dia9_utt5', 'dia9_utt6', 'dia9_utt7', 'dia9_utt8', 'dia9_utt9', 'dia9_utt10', 'dia9_utt11', 'dia9_utt12', 'dia9_utt13', 'dia10_utt0', 'dia10_utt1', 'dia10_utt2', 'dia10_utt3', 'dia10_utt4', 'dia10_utt5', 'dia11_utt0', 'dia11_utt1', 'dia11_utt2', 'dia11_utt3', 'dia11_utt4', 'dia11_utt5', 'dia11_utt6', 'dia11_utt7', 'dia11_utt8', 'dia11_utt9', 'dia12_utt0', 'dia12_utt1', 'dia12_utt2', 'dia12_utt3', 'dia12_utt4', 'dia12_utt5', 'dia12_utt6', 'dia12_utt7', 'dia12_utt8', 'dia12_utt9', 'dia12_utt10', 'dia12_utt11', 'dia13_utt0', 'dia13_utt1', 'dia13_utt2', 'dia13_utt3', 'dia14_utt0', 'dia14_utt1', 'dia14_utt2', 'dia14_utt3', 'dia14_utt4', 'dia14_utt5', 'dia15_utt0', 'dia15_utt1', 'dia15_utt2', 'dia15_utt3', 'dia15_utt4', 'dia15_utt5', 'dia15_utt6', 'dia15_utt7', 'dia15_utt8', 'dia15_utt9', 'dia15_utt10', 'dia15_utt11', 'dia15_utt12', 'dia15_utt13', 'dia15_utt14', 'dia15_utt15', 'dia15_utt16', 'dia15_utt17', 'dia15_utt18', 'dia15_utt19', 'dia15_utt20', 'dia15_utt21', 'dia15_utt22', 'dia16_utt0', 'dia16_utt1', 'dia16_utt2', 'dia16_utt3', 'dia16_utt4', 'dia16_utt5', 'dia17_utt0', 'dia17_utt1', 'dia17_utt2', 'dia17_utt3', 'dia17_utt4', 'dia17_utt5', 'dia17_utt6', 'dia17_utt7', 'dia17_utt8', 'dia17_utt9', 'dia17_utt10', 'dia18_utt0', 'dia18_utt1', 'dia18_utt2', 'dia18_utt3', 'dia18_utt4', 'dia18_utt5', 'dia18_utt6', 'dia18_utt7', 'dia18_utt8', 'dia18_utt9', 'dia18_utt10', 'dia19_utt0', 'dia19_utt1', 'dia20_utt0', 'dia20_utt1', 'dia20_utt2', 'dia20_utt3', 'dia20_utt4', 'dia20_utt5', 'dia20_utt6', 'dia20_utt7', 'dia20_utt8', 'dia20_utt9', 'dia20_utt10', 'dia20_utt11', 'dia20_utt12', 'dia20_utt13', 'dia20_utt14', 'dia20_utt15', 'dia20_utt16', 'dia21_utt0', 'dia21_utt1', 'dia21_utt2', 'dia21_utt3', 'dia21_utt4', 'dia21_utt5', 'dia21_utt6', 'dia21_utt7', 'dia21_utt8', 'dia21_utt9', 'dia21_utt10', 'dia21_utt11', 'dia21_utt12', 'dia21_utt13', 'dia22_utt0', 'dia22_utt1', 'dia22_utt2', 'dia22_utt3', 'dia23_utt0', 'dia23_utt1', 'dia23_utt2', 'dia23_utt3', 'dia23_utt4', 'dia23_utt5', 'dia23_utt6', 'dia23_utt7', 'dia23_utt8', 'dia24_utt0', 'dia24_utt1', 'dia24_utt2', 'dia24_utt3', 'dia24_utt4', 'dia24_utt5', 'dia24_utt6', 'dia24_utt7', 'dia24_utt8', 'dia25_utt0', 'dia25_utt1', 'dia25_utt2', 'dia25_utt3', 'dia25_utt4', 'dia25_utt5', 'dia25_utt6', 'dia25_utt7', 'dia25_utt8', 'dia25_utt9', 'dia25_utt10', 'dia25_utt11', 'dia25_utt12', 'dia25_utt13', 'dia26_utt0', 'dia26_utt1', 'dia26_utt2', 'dia26_utt3', 'dia26_utt4', 'dia26_utt5', 'dia26_utt6', 'dia26_utt7', 'dia26_utt8', 'dia26_utt9', 'dia26_utt10', 'dia26_utt11', 'dia26_utt12', 'dia26_utt13', 'dia27_utt0', 'dia27_utt1', 'dia28_utt0', 'dia28_utt1', 'dia28_utt2', 'dia28_utt3', 'dia28_utt4', 'dia28_utt5', 'dia28_utt6', 'dia28_utt7', 'dia29_utt0', 'dia29_utt1', 'dia29_utt2', 'dia29_utt3', 'dia29_utt4', 'dia29_utt6', 'dia29_utt7', 'dia29_utt8', 'dia29_utt9', 'dia29_utt10', 'dia29_utt11', 'dia29_utt12', 'dia29_utt13', 'dia30_utt0', 'dia30_utt1', 'dia30_utt2', 'dia30_utt3', 'dia30_utt4', 'dia30_utt5', 'dia30_utt6', 'dia30_utt7', 'dia30_utt8', 'dia30_utt9', 'dia30_utt10', 'dia30_utt11', 'dia30_utt12', 'dia30_utt13', 'dia30_utt14', 'dia30_utt15', 'dia31_utt0', 'dia31_utt1', 'dia31_utt2', 'dia31_utt3', 'dia32_utt0', 'dia32_utt1', 'dia32_utt2', 'dia32_utt3', 'dia32_utt4', 'dia32_utt5', 'dia32_utt6', 'dia32_utt7', 'dia32_utt8', 'dia32_utt9', 'dia32_utt10', 'dia32_utt11', 'dia32_utt12', 'dia32_utt13', 'dia32_utt14', 'dia32_utt15', 'dia32_utt16', 'dia32_utt17', 'dia32_utt18', 'dia33_utt0', 'dia33_utt1', 'dia33_utt2', 'dia33_utt3', 'dia33_utt4', 'dia33_utt5', 'dia33_utt6', 'dia33_utt7', 'dia33_utt8', 'dia33_utt9', 'dia33_utt10', 'dia34_utt0', 'dia34_utt1', 'dia34_utt2', 'dia34_utt3', 'dia34_utt4', 'dia34_utt5', 'dia34_utt6', 'dia34_utt7', 'dia34_utt8', 'dia34_utt9', 'dia34_utt10', 'dia34_utt11', 'dia34_utt12', 'dia34_utt13', 'dia35_utt0', 'dia35_utt1', 'dia35_utt2', 'dia35_utt3', 'dia35_utt4', 'dia35_utt5', 'dia36_utt0', 'dia36_utt1', 'dia36_utt2', 'dia36_utt3', 'dia36_utt4', 'dia36_utt5', 'dia37_utt0', 'dia37_utt1', 'dia37_utt2', 'dia37_utt3', 'dia38_utt0', 'dia38_utt1', 'dia38_utt2', 'dia38_utt3', 'dia38_utt4', 'dia38_utt5', 'dia38_utt6', 'dia38_utt7', 'dia38_utt8', 'dia38_utt9', 'dia38_utt10', 'dia38_utt11', 'dia39_utt0', 'dia39_utt1', 'dia39_utt2', 'dia39_utt3', 'dia39_utt4', 'dia39_utt5', 'dia39_utt6', 'dia39_utt7', 'dia39_utt8', 'dia39_utt9', 'dia39_utt10', 'dia39_utt11', 'dia39_utt12', 'dia39_utt13', 'dia39_utt14', 'dia39_utt15', 'dia39_utt16', 'dia39_utt17', 'dia39_utt18', 'dia40_utt0', 'dia40_utt1', 'dia40_utt2', 'dia40_utt3', 'dia40_utt4', 'dia40_utt5', 'dia40_utt6', 'dia40_utt7', 'dia40_utt8', 'dia40_utt9', 'dia40_utt10', 'dia40_utt11', 'dia40_utt12', 'dia40_utt13', 'dia40_utt14', 'dia41_utt0', 'dia41_utt1', 'dia41_utt2', 'dia41_utt3', 'dia41_utt4', 'dia41_utt5', 'dia41_utt6', 'dia41_utt7', 'dia41_utt8', 'dia41_utt9', 'dia41_utt10', 'dia41_utt11', 'dia41_utt12', 'dia41_utt13', 'dia41_utt14', 'dia41_utt15', 'dia42_utt0', 'dia42_utt1', 'dia43_utt0', 'dia43_utt1', 'dia43_utt2', 'dia43_utt3', 'dia43_utt4', 'dia43_utt5', 'dia43_utt6', 'dia44_utt0', 'dia44_utt1', 'dia44_utt2', 'dia45_utt0', 'dia45_utt1', 'dia45_utt2', 'dia45_utt3', 'dia45_utt4', 'dia46_utt0', 'dia46_utt1', 'dia46_utt2', 'dia46_utt3', 'dia46_utt4', 'dia46_utt5', 'dia46_utt6', 'dia46_utt7', 'dia46_utt8', 'dia46_utt9', 'dia46_utt10', 'dia46_utt11', 'dia46_utt12', 'dia46_utt13', 'dia46_utt14', 'dia47_utt0', 'dia47_utt1', 'dia47_utt2', 'dia47_utt3', 'dia47_utt4', 'dia47_utt5', 'dia47_utt6', 'dia47_utt7', 'dia47_utt8', 'dia47_utt9', 'dia47_utt11', 'dia47_utt12', 'dia47_utt13', 'dia47_utt14', 'dia47_utt15', 'dia47_utt16', 'dia47_utt17', 'dia48_utt0', 'dia49_utt0', 'dia49_utt1', 'dia49_utt2', 'dia49_utt3', 'dia49_utt4', 'dia49_utt5', 'dia49_utt6', 'dia49_utt7', 'dia49_utt8', 'dia49_utt9', 'dia49_utt10', 'dia49_utt11', 'dia49_utt12', 'dia49_utt13', 'dia49_utt14', 'dia49_utt15', 'dia49_utt16', 'dia49_utt17', 'dia49_utt18', 'dia49_utt19', 'dia49_utt20', 'dia49_utt21', 'dia50_utt0', 'dia50_utt1', 'dia50_utt2', 'dia50_utt3', 'dia50_utt4', 'dia50_utt5', 'dia50_utt6', 'dia50_utt7', 'dia50_utt8', 'dia50_utt9', 'dia50_utt10', 'dia50_utt11', 'dia50_utt12', 'dia50_utt13', 'dia50_utt14', 'dia50_utt15', 'dia50_utt16', 'dia51_utt0', 'dia51_utt1', 'dia51_utt2', 'dia51_utt3', 'dia51_utt4', 'dia51_utt5', 'dia51_utt6', 'dia51_utt7', 'dia51_utt8', 'dia51_utt9', 'dia51_utt10', 'dia52_utt0', 'dia52_utt1', 'dia52_utt2', 'dia52_utt3', 'dia52_utt4', 'dia52_utt5', 'dia52_utt6', 'dia52_utt7', 'dia52_utt8', 'dia52_utt9', 'dia52_utt10', 'dia52_utt11', 'dia53_utt0', 'dia53_utt1', 'dia53_utt2', 'dia53_utt3', 'dia53_utt4', 'dia53_utt5', 'dia53_utt6', 'dia53_utt7', 'dia53_utt8', 'dia54_utt0', 'dia54_utt1', 'dia54_utt2', 'dia54_utt3', 'dia54_utt4', 'dia54_utt5', 'dia54_utt6', 'dia54_utt7', 'dia54_utt8', 'dia54_utt9', 'dia54_utt10', 'dia54_utt11', 'dia54_utt12', 'dia54_utt13', 'dia54_utt14', 'dia54_utt15', 'dia54_utt16', 'dia54_utt17', 'dia54_utt18', 'dia54_utt19', 'dia54_utt20', 'dia54_utt21', 'dia54_utt22', 'dia54_utt23', 'dia55_utt0', 'dia55_utt1', 'dia55_utt2', 'dia55_utt3', 'dia55_utt4', 'dia55_utt5', 'dia55_utt6', 'dia55_utt7', 'dia55_utt8', 'dia55_utt9', 'dia55_utt10', 'dia55_utt11', 'dia55_utt12', 'dia55_utt13', 'dia55_utt14', 'dia55_utt15', 'dia55_utt16', 'dia56_utt0', 'dia56_utt1', 'dia56_utt2', 'dia56_utt3', 'dia56_utt4', 'dia56_utt5', 'dia56_utt6', 'dia57_utt1', 'dia57_utt2', 'dia57_utt3', 'dia58_utt0', 'dia58_utt1', 'dia58_utt2', 'dia58_utt3', 'dia58_utt4', 'dia58_utt5', 'dia58_utt6', 'dia58_utt7', 'dia58_utt8', 'dia58_utt9', 'dia59_utt0', 'dia59_utt1', 'dia59_utt2', 'dia59_utt3', 'dia59_utt4', 'dia59_utt5', 'dia59_utt6', 'dia59_utt7', 'dia59_utt8', 'dia59_utt9', 'dia61_utt0', 'dia61_utt1', 'dia61_utt2', 'dia61_utt3', 'dia61_utt4', 'dia61_utt5', 'dia61_utt6', 'dia61_utt7', 'dia61_utt8', 'dia62_utt0', 'dia62_utt1', 'dia62_utt2', 'dia62_utt3', 'dia62_utt5', 'dia62_utt6', 'dia62_utt7', 'dia62_utt8', 'dia62_utt9', 'dia62_utt10', 'dia62_utt11', 'dia63_utt0', 'dia63_utt1', 'dia63_utt2', 'dia63_utt3', 'dia63_utt4', 'dia63_utt5', 'dia63_utt6', 'dia63_utt7', 'dia64_utt0', 'dia64_utt1', 'dia64_utt2', 'dia64_utt3', 'dia64_utt4', 'dia64_utt5', 'dia64_utt6', 'dia64_utt7', 'dia64_utt8', 'dia64_utt9', 'dia64_utt10', 'dia64_utt11', 'dia64_utt12', 'dia65_utt0', 'dia65_utt1', 'dia65_utt2', 'dia65_utt3', 'dia66_utt1', 'dia66_utt2', 'dia66_utt3', 'dia66_utt4', 'dia66_utt5', 'dia66_utt6', 'dia66_utt7', 'dia66_utt8', 'dia66_utt9', 'dia66_utt10', 'dia66_utt11', 'dia66_utt12', 'dia67_utt0', 'dia67_utt1', 'dia67_utt2', 'dia67_utt3', 'dia67_utt5', 'dia67_utt6', 'dia67_utt7', 'dia67_utt8', 'dia67_utt9', 'dia67_utt10', 'dia67_utt11', 'dia67_utt12', 'dia67_utt13', 'dia67_utt14', 'dia67_utt15', 'dia68_utt0', 'dia68_utt1', 'dia68_utt2', 'dia68_utt3', 'dia69_utt0', 'dia69_utt1', 'dia69_utt2', 'dia69_utt3', 'dia69_utt4', 'dia69_utt5', 'dia69_utt6', 'dia70_utt0', 'dia70_utt1', 'dia70_utt2', 'dia70_utt3', 'dia70_utt4', 'dia70_utt5', 'dia70_utt6', 'dia70_utt7', 'dia70_utt8', 'dia71_utt0', 'dia71_utt1', 'dia72_utt0', 'dia72_utt1', 'dia72_utt2', 'dia72_utt3', 'dia72_utt4', 'dia72_utt5', 'dia72_utt6', 'dia72_utt7', 'dia73_utt0', 'dia73_utt1', 'dia73_utt2', 'dia73_utt3', 'dia73_utt4', 'dia73_utt5', 'dia73_utt6', 'dia73_utt7', 'dia73_utt8', 'dia73_utt9', 'dia73_utt10', 'dia73_utt11', 'dia74_utt0', 'dia74_utt1', 'dia74_utt2', 'dia74_utt3', 'dia74_utt4', 'dia74_utt5', 'dia74_utt6', 'dia75_utt0', 'dia76_utt0', 'dia76_utt1', 'dia76_utt2', 'dia76_utt3', 'dia76_utt4', 'dia76_utt5', 'dia76_utt6', 'dia76_utt7', 'dia77_utt0', 'dia77_utt1', 'dia77_utt2', 'dia77_utt3', 'dia77_utt4', 'dia78_utt0', 'dia78_utt1', 'dia78_utt2', 'dia78_utt3', 'dia78_utt4', 'dia78_utt5', 'dia79_utt0', 'dia79_utt1', 'dia79_utt2', 'dia79_utt3', 'dia79_utt4', 'dia79_utt5', 'dia79_utt6', 'dia79_utt7', 'dia80_utt0', 'dia80_utt1', 'dia80_utt2', 'dia80_utt3', 'dia80_utt4', 'dia80_utt5', 'dia81_utt0', 'dia81_utt1', 'dia81_utt2', 'dia81_utt3', 'dia81_utt4', 'dia81_utt5', 'dia81_utt6', 'dia81_utt7', 'dia81_utt8', 'dia81_utt9', 'dia81_utt10', 'dia81_utt11', 'dia81_utt12', 'dia81_utt13', 'dia81_utt14', 'dia81_utt15', 'dia81_utt16', 'dia82_utt0', 'dia82_utt1', 'dia82_utt2', 'dia82_utt3', 'dia82_utt4', 'dia82_utt5', 'dia82_utt6', 'dia82_utt7', 'dia82_utt9', 'dia82_utt10', 'dia82_utt11', 'dia83_utt0', 'dia83_utt1', 'dia83_utt2', 'dia83_utt3', 'dia84_utt0', 'dia84_utt1', 'dia84_utt2', 'dia84_utt3', 'dia84_utt4', 'dia84_utt5', 'dia84_utt6', 'dia85_utt0', 'dia85_utt1', 'dia85_utt2', 'dia85_utt3', 'dia85_utt4', 'dia86_utt0', 'dia86_utt1', 'dia86_utt2', 'dia86_utt3', 'dia86_utt4', 'dia86_utt5', 'dia86_utt6', 'dia86_utt7', 'dia86_utt8', 'dia86_utt9', 'dia86_utt10', 'dia87_utt0', 'dia87_utt1', 'dia87_utt2', 'dia87_utt3', 'dia87_utt4', 'dia87_utt5', 'dia87_utt6', 'dia87_utt7', 'dia87_utt8', 'dia87_utt9', 'dia88_utt0', 'dia88_utt1', 'dia88_utt2', 'dia88_utt3', 'dia89_utt0', 'dia89_utt1', 'dia89_utt2', 'dia89_utt4', 'dia89_utt5', 'dia89_utt6', 'dia89_utt7', 'dia89_utt8', 'dia89_utt9', 'dia89_utt10', 'dia89_utt11', 'dia89_utt12', 'dia89_utt15', 'dia89_utt16', 'dia90_utt0', 'dia91_utt0', 'dia92_utt0', 'dia92_utt1', 'dia93_utt0', 'dia93_utt1', 'dia93_utt2', 'dia93_utt3', 'dia93_utt4', 'dia93_utt5', 'dia93_utt6', 'dia93_utt7', 'dia94_utt0', 'dia94_utt1', 'dia94_utt2', 'dia94_utt3', 'dia94_utt4', 'dia94_utt5', 'dia94_utt6', 'dia94_utt7', 'dia94_utt8', 'dia94_utt9', 'dia94_utt10', 'dia94_utt11', 'dia94_utt12', 'dia94_utt13', 'dia94_utt14', 'dia94_utt15', 'dia95_utt0', 'dia95_utt1', 'dia95_utt2', 'dia95_utt3', 'dia95_utt4', 'dia95_utt5', 'dia95_utt6', 'dia95_utt7', 'dia95_utt8', 'dia95_utt9', 'dia95_utt10', 'dia95_utt11', 'dia95_utt12', 'dia95_utt13', 'dia95_utt14', 'dia95_utt15', 'dia95_utt16', 'dia95_utt17', 'dia96_utt0', 'dia96_utt1', 'dia96_utt2', 'dia96_utt3', 'dia96_utt4', 'dia97_utt0', 'dia97_utt1', 'dia97_utt2', 'dia97_utt3', 'dia98_utt1', 'dia99_utt0', 'dia99_utt1', 'dia99_utt2', 'dia99_utt3', 'dia99_utt4', 'dia99_utt5', 'dia99_utt6', 'dia99_utt7', 'dia99_utt8', 'dia99_utt9', 'dia99_utt10', 'dia99_utt11', 'dia99_utt12', 'dia99_utt13', 'dia99_utt14', 'dia99_utt15', 'dia99_utt16', 'dia99_utt17', 'dia99_utt18', 'dia100_utt0', 'dia100_utt1', 'dia100_utt2', 'dia100_utt3', 'dia100_utt4', 'dia100_utt5', 'dia100_utt6', 'dia100_utt7', 'dia101_utt0', 'dia101_utt1', 'dia102_utt0', 'dia102_utt1', 'dia102_utt2', 'dia103_utt0', 'dia103_utt1', 'dia103_utt2', 'dia103_utt3', 'dia103_utt4', 'dia103_utt5', 'dia103_utt6', 'dia103_utt7', 'dia104_utt0', 'dia104_utt1', 'dia105_utt0', 'dia105_utt1', 'dia106_utt0', 'dia106_utt1', 'dia106_utt2', 'dia106_utt3', 'dia106_utt4', 'dia106_utt5', 'dia107_utt0', 'dia107_utt1', 'dia107_utt2', 'dia107_utt4', 'dia107_utt5', 'dia107_utt6', 'dia107_utt7', 'dia107_utt8', 'dia107_utt9', 'dia107_utt10', 'dia108_utt0', 'dia108_utt1', 'dia108_utt2', 'dia108_utt3', 'dia108_utt4', 'dia108_utt5', 'dia108_utt6', 'dia109_utt0', 'dia109_utt1', 'dia109_utt3', 'dia109_utt4', 'dia109_utt5', 'dia109_utt6', 'dia109_utt7', 'dia109_utt8', 'dia109_utt9', 'dia109_utt10', 'dia109_utt11', 'dia109_utt12', 'dia109_utt13', 'dia109_utt14', 'dia109_utt15', 'dia109_utt16', 'dia109_utt17', 'dia109_utt18', 'dia109_utt19', 'dia109_utt20', 'dia109_utt21', 'dia110_utt0', 'dia110_utt1', 'dia110_utt2', 'dia110_utt3', 'dia110_utt4', 'dia110_utt5', 'dia111_utt0', 'dia111_utt1', 'dia111_utt2', 'dia111_utt3', 'dia111_utt4', 'dia111_utt5', 'dia111_utt6', 'dia111_utt7', 'dia111_utt8', 'dia111_utt9', 'dia111_utt10', 'dia111_utt11', 'dia111_utt12', 'dia111_utt13', 'dia111_utt14', 'dia111_utt15', 'dia111_utt16', 'dia111_utt17', 'dia112_utt0', 'dia112_utt1', 'dia112_utt2', 'dia112_utt3', 'dia112_utt4', 'dia113_utt0', 'dia113_utt1', 'dia113_utt2', 'dia113_utt3', 'dia113_utt4', 'dia113_utt5', 'dia113_utt6', 'dia113_utt7', 'dia113_utt8', 'dia113_utt9', 'dia113_utt10', 'dia114_utt0', 'dia114_utt1', 'dia114_utt2', 'dia114_utt3', 'dia114_utt4', 'dia115_utt0', 'dia115_utt1', 'dia115_utt2', 'dia115_utt3', 'dia115_utt4', 'dia115_utt5', 'dia115_utt6', 'dia115_utt7', 'dia116_utt0', 'dia116_utt1', 'dia116_utt2', 'dia116_utt3', 'dia116_utt4', 'dia116_utt5', 'dia116_utt6', 'dia116_utt7', 'dia117_utt0', 'dia117_utt1', 'dia117_utt2', 'dia117_utt3', 'dia118_utt0', 'dia118_utt1', 'dia118_utt2', 'dia118_utt3', 'dia118_utt4', 'dia118_utt5', 'dia119_utt0', 'dia119_utt1', 'dia119_utt2', 'dia119_utt3', 'dia119_utt4', 'dia119_utt5', 'dia119_utt6', 'dia119_utt7', 'dia119_utt8', 'dia119_utt9', 'dia119_utt10', 'dia119_utt11', 'dia119_utt12', 'dia120_utt0', 'dia120_utt1', 'dia120_utt2', 'dia120_utt3', 'dia120_utt4', 'dia120_utt7', 'dia120_utt8', 'dia120_utt9', 'dia120_utt10', 'dia120_utt11', 'dia120_utt12', 'dia120_utt13', 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'dia1018_utt15', 'dia1018_utt16', 'dia1019_utt0', 'dia1019_utt1', 'dia1019_utt2', 'dia1019_utt3', 'dia1019_utt4', 'dia1019_utt5', 'dia1019_utt6', 'dia1019_utt7', 'dia1019_utt8', 'dia1019_utt9', 'dia1019_utt10', 'dia1019_utt11', 'dia1019_utt12', 'dia1019_utt13', 'dia1019_utt14', 'dia1019_utt15', 'dia1019_utt16', 'dia1020_utt0', 'dia1020_utt1', 'dia1020_utt2', 'dia1020_utt3', 'dia1020_utt4', 'dia1020_utt5', 'dia1020_utt6', 'dia1021_utt0', 'dia1021_utt1', 'dia1021_utt2', 'dia1021_utt3', 'dia1021_utt4', 'dia1021_utt5', 'dia1021_utt6', 'dia1022_utt0', 'dia1022_utt1', 'dia1022_utt2', 'dia1022_utt3', 'dia1022_utt4', 'dia1022_utt5', 'dia1022_utt6', 'dia1022_utt7', 'dia1022_utt8', 'dia1022_utt9', 'dia1022_utt10', 'dia1022_utt11', 'dia1022_utt12', 'dia1022_utt15', 'dia1022_utt16', 'dia1022_utt17', 'dia1023_utt0', 'dia1023_utt1', 'dia1023_utt2', 'dia1023_utt3', 'dia1023_utt4', 'dia1023_utt5', 'dia1023_utt6', 'dia1023_utt7', 'dia1024_utt0', 'dia1024_utt1', 'dia1024_utt2', 'dia1024_utt3', 'dia1024_utt4', 'dia1024_utt5', 'dia1024_utt6', 'dia1024_utt7', 'dia1024_utt8', 'dia1024_utt9', 'dia1024_utt10', 'dia1024_utt11', 'dia1024_utt12', 'dia1024_utt13', 'dia1024_utt14', 'dia1024_utt15', 'dia1025_utt0', 'dia1025_utt1', 'dia1025_utt2', 'dia1025_utt3', 'dia1025_utt4', 'dia1025_utt5', 'dia1025_utt6', 'dia1025_utt7', 'dia1025_utt8', 'dia1025_utt9', 'dia1025_utt10', 'dia1025_utt11', 'dia1025_utt12', 'dia1025_utt13', 'dia1025_utt14', 'dia1025_utt15', 'dia1025_utt16', 'dia1025_utt17', 'dia1026_utt0', 'dia1026_utt1', 'dia1026_utt2', 'dia1026_utt3', 'dia1026_utt4', 'dia1026_utt5', 'dia1026_utt6', 'dia1026_utt7', 'dia1026_utt8', 'dia1026_utt9', 'dia1026_utt10', 'dia1026_utt11', 'dia1026_utt12', 'dia1026_utt13', 'dia1026_utt14', 'dia1026_utt15', 'dia1027_utt0', 'dia1027_utt1', 'dia1027_utt2', 'dia1027_utt3', 'dia1027_utt4', 'dia1027_utt5', 'dia1027_utt6', 'dia1028_utt0', 'dia1028_utt1', 'dia1028_utt2', 'dia1028_utt3', 'dia1028_utt4', 'dia1028_utt5', 'dia1029_utt0', 'dia1029_utt1', 'dia1029_utt2', 'dia1029_utt3', 'dia1029_utt4', 'dia1029_utt5', 'dia1029_utt6', 'dia1029_utt7', 'dia1029_utt8', 'dia1029_utt9', 'dia1029_utt10', 'dia1029_utt11', 'dia1029_utt12', 'dia1029_utt13', 'dia1029_utt14', 'dia1030_utt0', 'dia1030_utt1', 'dia1030_utt2', 'dia1030_utt3', 'dia1030_utt4', 'dia1030_utt5', 'dia1031_utt0', 'dia1031_utt1', 'dia1031_utt2', 'dia1031_utt3', 'dia1032_utt0', 'dia1032_utt1', 'dia1032_utt2', 'dia1032_utt3', 'dia1032_utt4', 'dia1032_utt5', 'dia1032_utt6', 'dia1032_utt7', 'dia1032_utt8', 'dia1032_utt9', 'dia1032_utt10', 'dia1032_utt11', 'dia1033_utt0', 'dia1033_utt1', 'dia1033_utt2', 'dia1033_utt3', 'dia1034_utt0', 'dia1034_utt1', 'dia1034_utt2', 'dia1035_utt0', 'dia1035_utt1', 'dia1035_utt2', 'dia1035_utt3', 'dia1035_utt4', 'dia1035_utt5', 'dia1035_utt6', 'dia1036_utt0', 'dia1036_utt1', 'dia1036_utt2', 'dia1036_utt3', 'dia1036_utt4', 'dia1036_utt5', 'dia1036_utt6', 'dia1036_utt7', 'dia1036_utt8', 'dia1036_utt9', 'dia1036_utt10', 'dia1036_utt11', 'dia1036_utt12', 'dia1036_utt13', 'dia1036_utt14', 'dia1036_utt15', 'dia1036_utt16', 'dia1036_utt17', 'dia1036_utt18', 'dia1036_utt19', 'dia1036_utt20', 'dia1037_utt0', 'dia1037_utt1', 'dia1037_utt2', 'dia1038_utt0', 'dia1038_utt1', 'dia1038_utt2', 'dia1038_utt3', 'dia1038_utt4', 'dia1038_utt5', 'dia1038_utt6', 'dia1038_utt7', 'dia1038_utt8', 'dia1038_utt9', 'dia1038_utt10', 'dia1038_utt11', 'dia1038_utt12', 'dia1038_utt13', 'dia1038_utt14', 'dia1038_utt15', 'dia1038_utt16', 'dia1038_utt17']


VALID_SET = ['dia0_utt0', 'dia0_utt1', 'dia1_utt0', 'dia1_utt1', 'dia1_utt2', 'dia1_utt3', 'dia1_utt4', 'dia1_utt5', 'dia1_utt6', 'dia1_utt7', 'dia1_utt8', 'dia1_utt9', 'dia1_utt10', 'dia1_utt11', 'dia1_utt12', 'dia1_utt13', 'dia1_utt14', 'dia1_utt15', 'dia2_utt0', 'dia2_utt1', 'dia2_utt2', 'dia2_utt3', 'dia2_utt4', 'dia2_utt5', 'dia3_utt0', 'dia3_utt1', 'dia3_utt2', 'dia4_utt0', 'dia4_utt1', 'dia4_utt2', 'dia4_utt3', 'dia4_utt4', 'dia4_utt5', 'dia4_utt6', 'dia4_utt7', 'dia4_utt8', 'dia4_utt9', 'dia4_utt10', 'dia4_utt11', 'dia4_utt12', 'dia4_utt13', 'dia4_utt14', 'dia5_utt0', 'dia5_utt1', 'dia5_utt2', 'dia5_utt3', 'dia5_utt4', 'dia5_utt5', 'dia5_utt6', 'dia5_utt7', 'dia5_utt8', 'dia5_utt9', 'dia5_utt10', 'dia5_utt11', 'dia5_utt12', 'dia6_utt0', 'dia6_utt1', 'dia6_utt2', 'dia6_utt3', 'dia6_utt4', 'dia6_utt5', 'dia6_utt6', 'dia6_utt7', 'dia6_utt8', 'dia6_utt9', 'dia7_utt0', 'dia7_utt1', 'dia7_utt2', 'dia7_utt3', 'dia7_utt4', 'dia7_utt5', 'dia7_utt6', 'dia7_utt7', 'dia7_utt8', 'dia7_utt9', 'dia7_utt10', 'dia8_utt0', 'dia8_utt1', 'dia8_utt2', 'dia8_utt3', 'dia8_utt4', 'dia8_utt5', 'dia8_utt6', 'dia8_utt7', 'dia8_utt8', 'dia8_utt9', 'dia8_utt10', 'dia8_utt11', 'dia8_utt12', 'dia8_utt13', 'dia8_utt14', 'dia9_utt0', 'dia9_utt1', 'dia9_utt2', 'dia9_utt3', 'dia9_utt4', 'dia9_utt5', 'dia9_utt6', 'dia9_utt7', 'dia10_utt0', 'dia10_utt1', 'dia10_utt2', 'dia10_utt3', 'dia10_utt4', 'dia10_utt5', 'dia10_utt6', 'dia10_utt7', 'dia10_utt8', 'dia10_utt9', 'dia11_utt0', 'dia11_utt1', 'dia11_utt2', 'dia11_utt3', 'dia11_utt4', 'dia11_utt5', 'dia11_utt6', 'dia11_utt7', 'dia11_utt8', 'dia11_utt9', 'dia11_utt10', 'dia11_utt11', 'dia11_utt12', 'dia12_utt0', 'dia12_utt1', 'dia12_utt2', 'dia12_utt3', 'dia12_utt4', 'dia13_utt0', 'dia13_utt1', 'dia13_utt2', 'dia13_utt3', 'dia13_utt4', 'dia13_utt5', 'dia13_utt6', 'dia13_utt7', 'dia13_utt8', 'dia13_utt9', 'dia13_utt10', 'dia13_utt11', 'dia13_utt12', 'dia13_utt13', 'dia13_utt14', 'dia13_utt15', 'dia13_utt16', 'dia13_utt17', 'dia13_utt18', 'dia13_utt19', 'dia13_utt20', 'dia13_utt21', 'dia14_utt0', 'dia14_utt1', 'dia14_utt2', 'dia14_utt3', 'dia14_utt4', 'dia14_utt5', 'dia14_utt6', 'dia14_utt7', 'dia14_utt8', 'dia15_utt0', 'dia15_utt1', 'dia15_utt2', 'dia15_utt3', 'dia15_utt4', 'dia15_utt5', 'dia15_utt6', 'dia15_utt7', 'dia15_utt8', 'dia15_utt9', 'dia16_utt0', 'dia16_utt1', 'dia16_utt2', 'dia16_utt3', 'dia16_utt4', 'dia16_utt5', 'dia16_utt6', 'dia16_utt7', 'dia16_utt8', 'dia16_utt9', 'dia16_utt10', 'dia16_utt11', 'dia16_utt12', 'dia16_utt13', 'dia16_utt14', 'dia16_utt15', 'dia16_utt16', 'dia16_utt17', 'dia16_utt18', 'dia17_utt0', 'dia17_utt1', 'dia17_utt2', 'dia17_utt3', 'dia17_utt4', 'dia18_utt0', 'dia18_utt1', 'dia18_utt2', 'dia18_utt3', 'dia18_utt4', 'dia18_utt5', 'dia18_utt6', 'dia18_utt7', 'dia18_utt8', 'dia18_utt9', 'dia18_utt10', 'dia18_utt11', 'dia18_utt12', 'dia18_utt13', 'dia19_utt0', 'dia19_utt1', 'dia19_utt2', 'dia19_utt3', 'dia19_utt4', 'dia19_utt5', 'dia19_utt6', 'dia19_utt7', 'dia19_utt8', 'dia19_utt9', 'dia19_utt10', 'dia19_utt11', 'dia19_utt12', 'dia19_utt13', 'dia19_utt14', 'dia19_utt15', 'dia19_utt16', 'dia19_utt17', 'dia19_utt18', 'dia19_utt19', 'dia19_utt20', 'dia19_utt21', 'dia19_utt22', 'dia20_utt0', 'dia20_utt1', 'dia20_utt2', 'dia20_utt3', 'dia20_utt4', 'dia20_utt5', 'dia20_utt6', 'dia20_utt7', 'dia21_utt0', 'dia21_utt1', 'dia21_utt2', 'dia21_utt3', 'dia21_utt4', 'dia21_utt5', 'dia21_utt6', 'dia22_utt0', 'dia22_utt1', 'dia22_utt2', 'dia22_utt3', 'dia22_utt4', 'dia22_utt5', 'dia22_utt6', 'dia22_utt7', 'dia22_utt8', 'dia22_utt9', 'dia22_utt10', 'dia22_utt11', 'dia22_utt12', 'dia22_utt13', 'dia23_utt0', 'dia23_utt1', 'dia23_utt2', 'dia23_utt3', 'dia23_utt4', 'dia23_utt5', 'dia23_utt6', 'dia23_utt7', 'dia23_utt8', 'dia23_utt9', 'dia23_utt10', 'dia23_utt11', 'dia23_utt12', 'dia23_utt13', 'dia24_utt0', 'dia24_utt1', 'dia24_utt2', 'dia24_utt3', 'dia24_utt4', 'dia24_utt5', 'dia24_utt6', 'dia24_utt7', 'dia24_utt8', 'dia25_utt0', 'dia25_utt1', 'dia25_utt2', 'dia25_utt3', 'dia25_utt4', 'dia25_utt5', 'dia26_utt0', 'dia26_utt1', 'dia26_utt2', 'dia26_utt3', 'dia26_utt4', 'dia26_utt5', 'dia26_utt6', 'dia26_utt7', 'dia26_utt8', 'dia26_utt9', 'dia26_utt10', 'dia26_utt11', 'dia26_utt12', 'dia26_utt13', 'dia26_utt14', 'dia26_utt15', 'dia26_utt16', 'dia27_utt0', 'dia27_utt1', 'dia27_utt2', 'dia27_utt3', 'dia27_utt4', 'dia27_utt5', 'dia27_utt6', 'dia27_utt7', 'dia27_utt8', 'dia27_utt9', 'dia28_utt0', 'dia28_utt1', 'dia28_utt2', 'dia28_utt3', 'dia28_utt4', 'dia28_utt5', 'dia28_utt6', 'dia28_utt7', 'dia28_utt8', 'dia28_utt9', 'dia28_utt10', 'dia29_utt0', 'dia29_utt1', 'dia29_utt2', 'dia29_utt3', 'dia29_utt4', 'dia29_utt5', 'dia29_utt6', 'dia29_utt7', 'dia29_utt8', 'dia29_utt9', 'dia29_utt10', 'dia30_utt0', 'dia30_utt1', 'dia30_utt2', 'dia30_utt3', 'dia30_utt4', 'dia30_utt5', 'dia30_utt6', 'dia30_utt7', 'dia30_utt8', 'dia30_utt9', 'dia30_utt10', 'dia30_utt11', 'dia30_utt12', 'dia30_utt13', 'dia30_utt14', 'dia30_utt15', 'dia30_utt16', 'dia30_utt17', 'dia30_utt18', 'dia31_utt0', 'dia31_utt1', 'dia31_utt2', 'dia31_utt3', 'dia31_utt4', 'dia31_utt5', 'dia31_utt6', 'dia31_utt7', 'dia31_utt8', 'dia31_utt9', 'dia31_utt10', 'dia31_utt11', 'dia31_utt12', 'dia32_utt0', 'dia32_utt1', 'dia32_utt2', 'dia32_utt3', 'dia32_utt4', 'dia32_utt5', 'dia32_utt6', 'dia32_utt7', 'dia32_utt8', 'dia32_utt9', 'dia32_utt10', 'dia32_utt11', 'dia32_utt12', 'dia32_utt13', 'dia33_utt0', 'dia33_utt1', 'dia34_utt0', 'dia34_utt1', 'dia34_utt2', 'dia34_utt3', 'dia34_utt4', 'dia34_utt5', 'dia34_utt6', 'dia34_utt7', 'dia34_utt8', 'dia34_utt9', 'dia34_utt10', 'dia35_utt0', 'dia36_utt0', 'dia36_utt1', 'dia36_utt2', 'dia36_utt3', 'dia36_utt4', 'dia36_utt5', 'dia36_utt6', 'dia36_utt7', 'dia36_utt8', 'dia36_utt9', 'dia36_utt10', 'dia36_utt11', 'dia37_utt0', 'dia37_utt1', 'dia37_utt2', 'dia37_utt3', 'dia37_utt4', 'dia37_utt5', 'dia37_utt6', 'dia37_utt7', 'dia37_utt8', 'dia37_utt9', 'dia37_utt10', 'dia38_utt0', 'dia39_utt0', 'dia39_utt1', 'dia39_utt2', 'dia40_utt0', 'dia40_utt1', 'dia40_utt2', 'dia40_utt3', 'dia40_utt4', 'dia40_utt5', 'dia40_utt6', 'dia40_utt7', 'dia40_utt8', 'dia40_utt9', 'dia40_utt10', 'dia41_utt0', 'dia41_utt1', 'dia41_utt2', 'dia42_utt0', 'dia42_utt1', 'dia42_utt2', 'dia42_utt3', 'dia42_utt4', 'dia43_utt0', 'dia43_utt1', 'dia44_utt0', 'dia44_utt1', 'dia44_utt2', 'dia44_utt3', 'dia44_utt4', 'dia44_utt5', 'dia44_utt6', 'dia44_utt7', 'dia44_utt8', 'dia44_utt9', 'dia44_utt10', 'dia44_utt11', 'dia45_utt0', 'dia45_utt1', 'dia45_utt2', 'dia45_utt3', 'dia45_utt4', 'dia45_utt5', 'dia45_utt6', 'dia45_utt7', 'dia45_utt8', 'dia45_utt9', 'dia45_utt10', 'dia45_utt11', 'dia46_utt0', 'dia46_utt1', 'dia46_utt2', 'dia46_utt3', 'dia46_utt4', 'dia46_utt5', 'dia46_utt6', 'dia46_utt7', 'dia46_utt8', 'dia46_utt9', 'dia47_utt0', 'dia47_utt1', 'dia47_utt2', 'dia47_utt3', 'dia47_utt4', 'dia47_utt5', 'dia47_utt6', 'dia47_utt7', 'dia47_utt8', 'dia47_utt9', 'dia47_utt10', 'dia48_utt0', 'dia48_utt1', 'dia48_utt2', 'dia48_utt3', 'dia48_utt4', 'dia48_utt5', 'dia48_utt6', 'dia48_utt7', 'dia49_utt0', 'dia49_utt1', 'dia49_utt2', 'dia49_utt3', 'dia49_utt6', 'dia49_utt7', 'dia49_utt8', 'dia49_utt9', 'dia49_utt10', 'dia49_utt11', 'dia49_utt12', 'dia49_utt13', 'dia49_utt14', 'dia50_utt0', 'dia50_utt1', 'dia50_utt2', 'dia50_utt3', 'dia51_utt0', 'dia51_utt1', 'dia51_utt2', 'dia51_utt3', 'dia51_utt4', 'dia51_utt5', 'dia51_utt6', 'dia52_utt0', 'dia52_utt1', 'dia52_utt2', 'dia53_utt0', 'dia53_utt1', 'dia53_utt2', 'dia53_utt3', 'dia53_utt4', 'dia53_utt5', 'dia53_utt6', 'dia53_utt7', 'dia53_utt8', 'dia54_utt0', 'dia54_utt1', 'dia54_utt2', 'dia54_utt3', 'dia54_utt4', 'dia54_utt5', 'dia54_utt6', 'dia54_utt7', 'dia54_utt8', 'dia54_utt9', 'dia54_utt10', 'dia54_utt11', 'dia54_utt12', 'dia55_utt0', 'dia56_utt0', 'dia56_utt1', 'dia56_utt2', 'dia56_utt3', 'dia56_utt4', 'dia56_utt5', 'dia56_utt6', 'dia56_utt7', 'dia56_utt8', 'dia56_utt9', 'dia56_utt10', 'dia56_utt11', 'dia56_utt12', 'dia56_utt13', 'dia56_utt14', 'dia56_utt15', 'dia56_utt16', 'dia57_utt0', 'dia57_utt1', 'dia57_utt2', 'dia57_utt3', 'dia57_utt4', 'dia57_utt5', 'dia57_utt6', 'dia57_utt7', 'dia57_utt8', 'dia57_utt9', 'dia57_utt10', 'dia57_utt11', 'dia57_utt12', 'dia58_utt0', 'dia58_utt1', 'dia58_utt2', 'dia58_utt3', 'dia58_utt4', 'dia58_utt5', 'dia58_utt6', 'dia58_utt7', 'dia58_utt8', 'dia58_utt9', 'dia58_utt10', 'dia58_utt11', 'dia59_utt0', 'dia59_utt1', 'dia59_utt2', 'dia59_utt3', 'dia59_utt4', 'dia60_utt0', 'dia60_utt1', 'dia60_utt2', 'dia60_utt3', 'dia60_utt4', 'dia60_utt5', 'dia60_utt6', 'dia61_utt0', 'dia61_utt1', 'dia61_utt2', 'dia61_utt3', 'dia61_utt4', 'dia61_utt5', 'dia62_utt0', 'dia62_utt1', 'dia62_utt2', 'dia62_utt3', 'dia62_utt4', 'dia62_utt5', 'dia63_utt0', 'dia63_utt1', 'dia63_utt2', 'dia63_utt3', 'dia63_utt4', 'dia63_utt5', 'dia63_utt6', 'dia63_utt7', 'dia63_utt8', 'dia63_utt9', 'dia63_utt10', 'dia63_utt11', 'dia63_utt12', 'dia63_utt13', 'dia63_utt14', 'dia63_utt15', 'dia63_utt16', 'dia63_utt17', 'dia63_utt18', 'dia63_utt19', 'dia63_utt20', 'dia64_utt0', 'dia64_utt1', 'dia64_utt2', 'dia64_utt3', 'dia64_utt4', 'dia65_utt0', 'dia65_utt1', 'dia65_utt2', 'dia65_utt3', 'dia65_utt4', 'dia65_utt5', 'dia65_utt6', 'dia65_utt7', 'dia65_utt8', 'dia65_utt9', 'dia65_utt10', 'dia66_utt0', 'dia66_utt1', 'dia66_utt2', 'dia66_utt3', 'dia66_utt4', 'dia66_utt5', 'dia66_utt6', 'dia66_utt7', 'dia66_utt8', 'dia66_utt11', 'dia67_utt0', 'dia67_utt1', 'dia67_utt2', 'dia67_utt3', 'dia67_utt4', 'dia67_utt5', 'dia67_utt6', 'dia67_utt7', 'dia67_utt8', 'dia67_utt9', 'dia67_utt10', 'dia68_utt0', 'dia68_utt1', 'dia68_utt2', 'dia68_utt3', 'dia68_utt4', 'dia68_utt5', 'dia68_utt6', 'dia68_utt7', 'dia68_utt8', 'dia68_utt9', 'dia68_utt10', 'dia68_utt11', 'dia69_utt0', 'dia69_utt1', 'dia69_utt2', 'dia69_utt3', 'dia69_utt4', 'dia69_utt5', 'dia69_utt6', 'dia69_utt7', 'dia69_utt8', 'dia69_utt9', 'dia69_utt10', 'dia69_utt11', 'dia69_utt12', 'dia69_utt13', 'dia69_utt14', 'dia69_utt15', 'dia69_utt16', 'dia69_utt17', 'dia69_utt18', 'dia69_utt19', 'dia70_utt0', 'dia70_utt1', 'dia70_utt2', 'dia70_utt3', 'dia70_utt4', 'dia70_utt5', 'dia71_utt0', 'dia71_utt1', 'dia71_utt2', 'dia71_utt3', 'dia71_utt4', 'dia71_utt5', 'dia72_utt0', 'dia72_utt1', 'dia72_utt2', 'dia72_utt3', 'dia72_utt4', 'dia72_utt5', 'dia72_utt6', 'dia72_utt7', 'dia72_utt8', 'dia72_utt9', 'dia72_utt10', 'dia72_utt11', 'dia72_utt12', 'dia72_utt13', 'dia72_utt14', 'dia72_utt15', 'dia72_utt16', 'dia72_utt17', 'dia72_utt18', 'dia73_utt0', 'dia73_utt1', 'dia73_utt2', 'dia74_utt0', 'dia74_utt1', 'dia74_utt2', 'dia74_utt3', 'dia74_utt4', 'dia74_utt5', 'dia74_utt6', 'dia74_utt7', 'dia74_utt8', 'dia74_utt9', 'dia74_utt10', 'dia74_utt11', 'dia74_utt12', 'dia74_utt13', 'dia74_utt14', 'dia74_utt15', 'dia74_utt16', 'dia74_utt17', 'dia74_utt18', 'dia74_utt19', 'dia75_utt0', 'dia76_utt0', 'dia76_utt1', 'dia76_utt2', 'dia76_utt3', 'dia76_utt4', 'dia76_utt5', 'dia76_utt6', 'dia76_utt7', 'dia76_utt8', 'dia76_utt9', 'dia76_utt10', 'dia76_utt11', 'dia76_utt12', 'dia76_utt13', 'dia76_utt14', 'dia76_utt15', 'dia76_utt16', 'dia77_utt0', 'dia77_utt1', 'dia77_utt2', 'dia77_utt3', 'dia77_utt4', 'dia77_utt5', 'dia77_utt6', 'dia77_utt7', 'dia77_utt8', 'dia77_utt9', 'dia77_utt10', 'dia77_utt11', 'dia77_utt12', 'dia77_utt13', 'dia77_utt14', 'dia77_utt15', 'dia77_utt16', 'dia77_utt17', 'dia77_utt18', 'dia77_utt19', 'dia78_utt0', 'dia78_utt1', 'dia78_utt2', 'dia78_utt3', 'dia78_utt4', 'dia78_utt5', 'dia78_utt6', 'dia78_utt7', 'dia78_utt8', 'dia79_utt0', 'dia79_utt1', 'dia79_utt2', 'dia79_utt3', 'dia79_utt4', 'dia79_utt5', 'dia79_utt6', 'dia79_utt7', 'dia79_utt8', 'dia79_utt9', 'dia79_utt10', 'dia80_utt0', 'dia80_utt1', 'dia80_utt2', 'dia80_utt3', 'dia80_utt4', 'dia80_utt5', 'dia80_utt6', 'dia80_utt7', 'dia80_utt8', 'dia80_utt9', 'dia81_utt0', 'dia81_utt1', 'dia81_utt2', 'dia82_utt0', 'dia82_utt1', 'dia82_utt2', 'dia82_utt3', 'dia82_utt4', 'dia82_utt5', 'dia82_utt6', 'dia82_utt7', 'dia82_utt8', 'dia82_utt9', 'dia82_utt10', 'dia82_utt11', 'dia82_utt12', 'dia82_utt13', 'dia82_utt14', 'dia82_utt15', 'dia82_utt16', 'dia82_utt17', 'dia82_utt18', 'dia83_utt0', 'dia83_utt1', 'dia83_utt2', 'dia83_utt3', 'dia83_utt4', 'dia83_utt5', 'dia83_utt6', 'dia83_utt7', 'dia84_utt0', 'dia84_utt1', 'dia84_utt2', 'dia84_utt3', 'dia84_utt4', 'dia84_utt5', 'dia84_utt6', 'dia84_utt7', 'dia85_utt0', 'dia85_utt1', 'dia85_utt2', 'dia85_utt3', 'dia85_utt4', 'dia85_utt5', 'dia85_utt6', 'dia85_utt7', 'dia85_utt8', 'dia85_utt9', 'dia85_utt10', 'dia85_utt11', 'dia85_utt12', 'dia85_utt13', 'dia85_utt14', 'dia85_utt15', 'dia85_utt16', 'dia86_utt0', 'dia86_utt1', 'dia86_utt2', 'dia86_utt3', 'dia87_utt0', 'dia87_utt1', 'dia87_utt2', 'dia87_utt3', 'dia87_utt4', 'dia88_utt0', 'dia88_utt1', 'dia88_utt2', 'dia88_utt3', 'dia88_utt4', 'dia88_utt5', 'dia89_utt0', 'dia89_utt1', 'dia89_utt2', 'dia89_utt3', 'dia89_utt4', 'dia89_utt5', 'dia89_utt6', 'dia89_utt7', 'dia89_utt8', 'dia89_utt9', 'dia89_utt10', 'dia90_utt0', 'dia90_utt1', 'dia90_utt2', 'dia90_utt3', 'dia90_utt4', 'dia90_utt5', 'dia90_utt6', 'dia91_utt0', 'dia91_utt1', 'dia91_utt2', 'dia91_utt3', 'dia91_utt4', 'dia91_utt5', 'dia91_utt6', 'dia91_utt7', 'dia91_utt8', 'dia91_utt9', 'dia91_utt10', 'dia92_utt0', 'dia92_utt1', 'dia92_utt2', 'dia92_utt3', 'dia92_utt4', 'dia92_utt5', 'dia92_utt6', 'dia92_utt7', 'dia92_utt8', 'dia92_utt9', 'dia92_utt10', 'dia92_utt11', 'dia93_utt0', 'dia93_utt1', 'dia93_utt2', 'dia93_utt3', 'dia93_utt4', 'dia93_utt5', 'dia93_utt6', 'dia93_utt7', 'dia94_utt0', 'dia94_utt1', 'dia94_utt2', 'dia94_utt3', 'dia94_utt4', 'dia94_utt5', 'dia94_utt6', 'dia94_utt7', 'dia94_utt8', 'dia94_utt9', 'dia94_utt10', 'dia94_utt11', 'dia95_utt0', 'dia95_utt1', 'dia95_utt2', 'dia95_utt3', 'dia95_utt4', 'dia95_utt5', 'dia95_utt6', 'dia95_utt7', 'dia95_utt8', 'dia95_utt9', 'dia95_utt10', 'dia96_utt0', 'dia96_utt1', 'dia96_utt2', 'dia96_utt3', 'dia97_utt0', 'dia97_utt1', 'dia97_utt2', 'dia97_utt3', 'dia97_utt4', 'dia97_utt5', 'dia97_utt6', 'dia97_utt7', 'dia97_utt8', 'dia97_utt9', 'dia97_utt10', 'dia97_utt11', 'dia97_utt12', 'dia97_utt13', 'dia97_utt14', 'dia97_utt15', 'dia97_utt16', 'dia97_utt17', 'dia97_utt18', 'dia97_utt19', 'dia97_utt20', 'dia97_utt21', 'dia98_utt0', 'dia98_utt1', 'dia98_utt2', 'dia98_utt3', 'dia98_utt4', 'dia99_utt0', 'dia99_utt1', 'dia99_utt2', 'dia99_utt3', 'dia99_utt4', 'dia99_utt5', 'dia99_utt6', 'dia99_utt7', 'dia99_utt8', 'dia100_utt0', 'dia101_utt0', 'dia102_utt0', 'dia102_utt1', 'dia103_utt0', 'dia103_utt1', 'dia103_utt2', 'dia103_utt3', 'dia103_utt4', 'dia104_utt0', 'dia104_utt1', 'dia104_utt2', 'dia104_utt3', 'dia104_utt4', 'dia104_utt5', 'dia104_utt6', 'dia104_utt7', 'dia104_utt8', 'dia104_utt9', 'dia104_utt10', 'dia104_utt11', 'dia104_utt12', 'dia104_utt13', 'dia104_utt14', 'dia104_utt15', 'dia105_utt0', 'dia105_utt1', 'dia105_utt2', 'dia105_utt3', 'dia105_utt4', 'dia105_utt5', 'dia105_utt6', 'dia105_utt7', 'dia105_utt8', 'dia105_utt9', 'dia105_utt10', 'dia105_utt11', 'dia106_utt0', 'dia106_utt1', 'dia106_utt2', 'dia106_utt3', 'dia106_utt4', 'dia106_utt5', 'dia107_utt0', 'dia107_utt1', 'dia107_utt2', 'dia107_utt3', 'dia108_utt0', 'dia108_utt1', 'dia108_utt2', 'dia108_utt3', 'dia108_utt4', 'dia108_utt5', 'dia108_utt6', 'dia108_utt7', 'dia108_utt8', 'dia108_utt9', 'dia108_utt10', 'dia108_utt11', 'dia108_utt12', 'dia108_utt13', 'dia108_utt14', 'dia109_utt0', 'dia109_utt1', 'dia109_utt2', 'dia109_utt3', 'dia109_utt4', 'dia109_utt5', 'dia109_utt6', 'dia109_utt7', 'dia110_utt0', 'dia110_utt1', 'dia110_utt2', 'dia110_utt3', 'dia110_utt4', 'dia110_utt5', 'dia110_utt6', 'dia110_utt7', 'dia110_utt8', 'dia110_utt9', 'dia111_utt0', 'dia111_utt1', 'dia111_utt2', 'dia112_utt0', 'dia112_utt1', 'dia112_utt2', 'dia112_utt3', 'dia112_utt4', 'dia113_utt0', 'dia113_utt1', 'dia113_utt2', 'dia113_utt3', 'dia113_utt4', 'dia113_utt5', 'dia113_utt6', 'dia113_utt7', 'dia113_utt8', 'dia113_utt9', 'dia113_utt10', 'dia113_utt11', 'dia113_utt12', 'dia113_utt13']

TEST_SET = ['dia0_utt0', 'dia0_utt1', 'dia0_utt2', 'dia1_utt0', 'dia1_utt1', 'dia1_utt2', 'dia1_utt3', 'dia1_utt4', 'dia1_utt5', 'dia1_utt6', 'dia1_utt7', 'dia2_utt0', 'dia2_utt1', 'dia2_utt2', 'dia2_utt3', 'dia2_utt4', 'dia2_utt5', 'dia2_utt6', 'dia2_utt7', 'dia2_utt8', 'dia2_utt9', 'dia2_utt10', 'dia3_utt0', 'dia3_utt1', 'dia3_utt2', 'dia3_utt3', 'dia3_utt4', 'dia3_utt5', 'dia3_utt6', 'dia4_utt0', 'dia4_utt1', 'dia4_utt2', 'dia4_utt3', 'dia4_utt4', 'dia4_utt5', 'dia4_utt6', 'dia4_utt7', 'dia4_utt8', 'dia5_utt0', 'dia5_utt1', 'dia5_utt2', 'dia5_utt3', 'dia5_utt4', 'dia5_utt5', 'dia5_utt6', 'dia5_utt7', 'dia5_utt8', 'dia6_utt0', 'dia6_utt1', 'dia6_utt2', 'dia7_utt0', 'dia7_utt1', 'dia7_utt2', 'dia7_utt3', 'dia7_utt4', 'dia7_utt5', 'dia7_utt6', 'dia7_utt7', 'dia7_utt8', 'dia8_utt0', 'dia8_utt1', 'dia8_utt2', 'dia8_utt3', 'dia8_utt4', 'dia8_utt5', 'dia8_utt6', 'dia9_utt0', 'dia9_utt1', 'dia9_utt2', 'dia9_utt3', 'dia9_utt4', 'dia9_utt5', 'dia9_utt6', 'dia9_utt7', 'dia9_utt8', 'dia9_utt9', 'dia9_utt10', 'dia9_utt11', 'dia9_utt12', 'dia9_utt13', 'dia9_utt14', 'dia9_utt15', 'dia9_utt16', 'dia9_utt17', 'dia10_utt0', 'dia10_utt1', 'dia10_utt2', 'dia10_utt3', 'dia11_utt0', 'dia11_utt1', 'dia11_utt2', 'dia11_utt3', 'dia11_utt4', 'dia12_utt0', 'dia12_utt1', 'dia12_utt2', 'dia12_utt3', 'dia12_utt4', 'dia12_utt5', 'dia12_utt6', 'dia12_utt7', 'dia12_utt8', 'dia12_utt9', 'dia12_utt10', 'dia12_utt11', 'dia12_utt12', 'dia12_utt13', 'dia12_utt14', 'dia12_utt15', 'dia12_utt16', 'dia12_utt17', 'dia12_utt18', 'dia12_utt19', 'dia13_utt0', 'dia13_utt1', 'dia13_utt2', 'dia13_utt3', 'dia13_utt4', 'dia13_utt5', 'dia13_utt6', 'dia13_utt7', 'dia14_utt0', 'dia14_utt1', 'dia14_utt2', 'dia14_utt3', 'dia14_utt4', 'dia14_utt5', 'dia14_utt6', 'dia14_utt7', 'dia14_utt8', 'dia14_utt9', 'dia14_utt10', 'dia15_utt0', 'dia15_utt1', 'dia15_utt2', 'dia15_utt3', 'dia15_utt4', 'dia15_utt5', 'dia16_utt0', 'dia16_utt1', 'dia16_utt2', 'dia16_utt3', 'dia16_utt4', 'dia16_utt5', 'dia16_utt6', 'dia16_utt7', 'dia16_utt8', 'dia16_utt9', 'dia17_utt0', 'dia17_utt1', 'dia17_utt2', 'dia17_utt3', 'dia17_utt4', 'dia17_utt5', 'dia17_utt6', 'dia17_utt7', 'dia17_utt8', 'dia17_utt9', 'dia17_utt10', 'dia17_utt11', 'dia17_utt12', 'dia17_utt13', 'dia17_utt14', 'dia17_utt15', 'dia17_utt16', 'dia17_utt17', 'dia17_utt18', 'dia17_utt19', 'dia17_utt20', 'dia17_utt21', 'dia17_utt22', 'dia17_utt23', 'dia17_utt24', 'dia17_utt25', 'dia17_utt26', 'dia17_utt27', 'dia17_utt28', 'dia17_utt29', 'dia17_utt30', 'dia17_utt31', 'dia17_utt32', 'dia18_utt0', 'dia18_utt1', 'dia18_utt2', 'dia19_utt0', 'dia20_utt0', 'dia20_utt1', 'dia20_utt2', 'dia20_utt3', 'dia20_utt4', 'dia20_utt5', 'dia20_utt6', 'dia20_utt7', 'dia21_utt0', 'dia21_utt1', 'dia21_utt2', 'dia21_utt3', 'dia21_utt4', 'dia21_utt5', 'dia21_utt6', 'dia22_utt0', 'dia22_utt1', 'dia22_utt2', 'dia22_utt3', 'dia22_utt4', 'dia22_utt5', 'dia22_utt6', 'dia22_utt7', 'dia22_utt8', 'dia22_utt9', 'dia22_utt10', 'dia22_utt11', 'dia22_utt12', 'dia22_utt13', 'dia22_utt14', 'dia22_utt15', 'dia22_utt16', 'dia22_utt17', 'dia22_utt18', 'dia22_utt19', 'dia22_utt20', 'dia22_utt21', 'dia23_utt0', 'dia23_utt1', 'dia23_utt2', 'dia24_utt0', 'dia24_utt1', 'dia24_utt2', 'dia24_utt3', 'dia25_utt0', 'dia25_utt1', 'dia25_utt2', 'dia25_utt3', 'dia25_utt4', 'dia25_utt5', 'dia25_utt6', 'dia25_utt7', 'dia25_utt8', 'dia25_utt9', 'dia25_utt10', 'dia25_utt11', 'dia25_utt12', 'dia25_utt13', 'dia25_utt14', 'dia25_utt15', 'dia25_utt16', 'dia26_utt0', 'dia27_utt0', 'dia27_utt1', 'dia28_utt0', 'dia28_utt1', 'dia28_utt2', 'dia28_utt3', 'dia28_utt4', 'dia28_utt5', 'dia28_utt6', 'dia28_utt7', 'dia28_utt8', 'dia28_utt9', 'dia28_utt10', 'dia28_utt11', 'dia28_utt12', 'dia28_utt13', 'dia28_utt14', 'dia28_utt15', 'dia28_utt16', 'dia29_utt0', 'dia29_utt1', 'dia29_utt2', 'dia29_utt3', 'dia29_utt4', 'dia29_utt5', 'dia29_utt6', 'dia29_utt7', 'dia29_utt8', 'dia29_utt9', 'dia29_utt10', 'dia29_utt11', 'dia29_utt12', 'dia30_utt0', 'dia30_utt1', 'dia30_utt2', 'dia30_utt3', 'dia30_utt4', 'dia30_utt5', 'dia31_utt0', 'dia32_utt0', 'dia32_utt1', 'dia32_utt2', 'dia32_utt3', 'dia32_utt4', 'dia32_utt5', 'dia32_utt6', 'dia32_utt7', 'dia32_utt8', 'dia32_utt9', 'dia32_utt10', 'dia32_utt11', 'dia32_utt12', 'dia33_utt0', 'dia33_utt1', 'dia33_utt2', 'dia33_utt3', 'dia33_utt4', 'dia33_utt5', 'dia33_utt6', 'dia33_utt7', 'dia33_utt8', 'dia33_utt9', 'dia33_utt10', 'dia34_utt0', 'dia34_utt1', 'dia34_utt2', 'dia34_utt3', 'dia34_utt4', 'dia34_utt5', 'dia34_utt6', 'dia34_utt7', 'dia34_utt8', 'dia34_utt9', 'dia34_utt10', 'dia34_utt11', 'dia34_utt12', 'dia34_utt13', 'dia34_utt14', 'dia34_utt15', 'dia34_utt16', 'dia34_utt17', 'dia34_utt18', 'dia35_utt0', 'dia35_utt1', 'dia35_utt2', 'dia35_utt3', 'dia35_utt4', 'dia36_utt0', 'dia36_utt1', 'dia37_utt0', 'dia37_utt1', 'dia37_utt2', 'dia37_utt3', 'dia37_utt4', 'dia37_utt5', 'dia37_utt6', 'dia37_utt7', 'dia38_utt0', 'dia38_utt1', 'dia38_utt2', 'dia38_utt3', 'dia38_utt4', 'dia39_utt0', 'dia39_utt1', 'dia39_utt2', 'dia39_utt3', 'dia39_utt4', 'dia39_utt5', 'dia39_utt6', 'dia39_utt7', 'dia39_utt8', 'dia39_utt9', 'dia39_utt10', 'dia39_utt11', 'dia40_utt0', 'dia40_utt1', 'dia41_utt0', 'dia41_utt1', 'dia41_utt2', 'dia41_utt3', 'dia41_utt4', 'dia41_utt5', 'dia41_utt6', 'dia41_utt7', 'dia41_utt8', 'dia41_utt9', 'dia41_utt10', 'dia41_utt11', 'dia41_utt12', 'dia42_utt0', 'dia42_utt1', 'dia42_utt2', 'dia42_utt3', 'dia42_utt4', 'dia42_utt5', 'dia42_utt6', 'dia42_utt7', 'dia42_utt8', 'dia43_utt0', 'dia43_utt1', 'dia43_utt2', 'dia43_utt3', 'dia43_utt4', 'dia43_utt5', 'dia43_utt6', 'dia44_utt0', 'dia44_utt1', 'dia44_utt2', 'dia44_utt3', 'dia45_utt0', 'dia45_utt1', 'dia45_utt2', 'dia45_utt3', 'dia45_utt4', 'dia45_utt5', 'dia45_utt6', 'dia45_utt7', 'dia45_utt8', 'dia46_utt0', 'dia46_utt1', 'dia46_utt2', 'dia46_utt3', 'dia46_utt4', 'dia46_utt5', 'dia46_utt6', 'dia46_utt7', 'dia46_utt8', 'dia47_utt0', 'dia47_utt1', 'dia47_utt2', 'dia47_utt3', 'dia47_utt4', 'dia47_utt5', 'dia47_utt6', 'dia47_utt7', 'dia47_utt8', 'dia47_utt9', 'dia47_utt10', 'dia47_utt11', 'dia47_utt12', 'dia47_utt13', 'dia48_utt0', 'dia48_utt1', 'dia48_utt2', 'dia48_utt3', 'dia48_utt4', 'dia48_utt5', 'dia48_utt6', 'dia49_utt0', 'dia49_utt1', 'dia49_utt2', 'dia49_utt3', 'dia49_utt4', 'dia49_utt5', 'dia49_utt6', 'dia49_utt7', 'dia49_utt8', 'dia49_utt9', 'dia49_utt10', 'dia49_utt11', 'dia49_utt12', 'dia49_utt13', 'dia49_utt14', 'dia49_utt15', 'dia49_utt16', 'dia50_utt0', 'dia50_utt1', 'dia50_utt2', 'dia50_utt3', 'dia51_utt0', 'dia51_utt1', 'dia51_utt2', 'dia52_utt0', 'dia52_utt1', 'dia52_utt2', 'dia52_utt3', 'dia52_utt4', 'dia52_utt5', 'dia52_utt6', 'dia52_utt7', 'dia52_utt8', 'dia52_utt9', 'dia52_utt10', 'dia52_utt11', 'dia53_utt0', 'dia53_utt1', 'dia53_utt2', 'dia53_utt3', 'dia53_utt4', 'dia53_utt5', 'dia53_utt6', 'dia53_utt7', 'dia53_utt8', 'dia53_utt9', 'dia53_utt10', 'dia53_utt11', 'dia53_utt12', 'dia54_utt0', 'dia54_utt1', 'dia54_utt2', 'dia54_utt3', 'dia54_utt4', 'dia54_utt5', 'dia54_utt6', 'dia54_utt7', 'dia54_utt8', 'dia54_utt9', 'dia54_utt10', 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'dia167_utt15', 'dia167_utt16', 'dia168_utt0', 'dia168_utt1', 'dia168_utt2', 'dia168_utt3', 'dia168_utt4', 'dia168_utt5', 'dia168_utt6', 'dia168_utt7', 'dia168_utt8', 'dia168_utt9', 'dia168_utt10', 'dia168_utt11', 'dia168_utt12', 'dia168_utt13', 'dia168_utt14', 'dia168_utt15', 'dia168_utt16', 'dia168_utt17', 'dia168_utt18', 'dia169_utt0', 'dia169_utt1', 'dia169_utt2', 'dia169_utt3', 'dia169_utt4', 'dia169_utt5', 'dia169_utt6', 'dia169_utt7', 'dia169_utt8', 'dia169_utt9', 'dia169_utt10', 'dia169_utt11', 'dia169_utt12', 'dia169_utt13', 'dia169_utt14', 'dia169_utt15', 'dia169_utt16', 'dia169_utt17', 'dia169_utt18', 'dia169_utt19', 'dia169_utt20', 'dia169_utt21', 'dia169_utt22', 'dia170_utt0', 'dia170_utt1', 'dia170_utt2', 'dia170_utt3', 'dia170_utt4', 'dia171_utt0', 'dia171_utt1', 'dia171_utt2', 'dia171_utt3', 'dia171_utt4', 'dia171_utt5', 'dia171_utt6', 'dia171_utt7', 'dia171_utt8', 'dia172_utt0', 'dia172_utt1', 'dia172_utt2', 'dia173_utt0', 'dia173_utt1', 'dia173_utt2', 'dia173_utt3', 'dia173_utt4', 'dia173_utt5', 'dia173_utt6', 'dia173_utt7', 'dia173_utt8', 'dia173_utt9', 'dia173_utt10', 'dia173_utt11', 'dia173_utt12', 'dia173_utt13', 'dia173_utt14', 'dia173_utt15', 'dia173_utt16', 'dia173_utt17', 'dia173_utt18', 'dia174_utt0', 'dia174_utt1', 'dia174_utt2', 'dia174_utt3', 'dia174_utt4', 'dia174_utt5', 'dia174_utt6', 'dia174_utt7', 'dia174_utt8', 'dia174_utt9', 'dia174_utt10', 'dia174_utt11', 'dia174_utt12', 'dia174_utt13', 'dia174_utt14', 'dia174_utt15', 'dia174_utt16', 'dia174_utt17', 'dia174_utt18', 'dia175_utt0', 'dia175_utt1', 'dia175_utt2', 'dia175_utt3', 'dia175_utt4', 'dia175_utt5', 'dia175_utt6', 'dia175_utt7', 'dia175_utt8', 'dia175_utt9', 'dia175_utt10', 'dia175_utt11', 'dia175_utt12', 'dia175_utt13', 'dia175_utt14', 'dia175_utt15', 'dia175_utt16', 'dia175_utt17', 'dia175_utt18', 'dia175_utt19', 'dia175_utt20', 'dia175_utt21', 'dia175_utt22', 'dia176_utt0', 'dia176_utt1', 'dia177_utt0', 'dia177_utt1', 'dia177_utt2', 'dia178_utt0', 'dia178_utt1', 'dia178_utt2', 'dia178_utt3', 'dia178_utt4', 'dia178_utt5', 'dia178_utt6', 'dia178_utt7', 'dia178_utt8', 'dia178_utt9', 'dia179_utt0', 'dia179_utt1', 'dia179_utt2', 'dia179_utt3', 'dia180_utt0', 'dia180_utt1', 'dia180_utt2', 'dia180_utt3', 'dia180_utt4', 'dia180_utt5', 'dia180_utt6', 'dia180_utt7', 'dia180_utt8', 'dia180_utt9', 'dia181_utt0', 'dia181_utt1', 'dia181_utt2', 'dia181_utt3', 'dia181_utt4', 'dia181_utt5', 'dia182_utt0', 'dia182_utt1', 'dia182_utt2', 'dia182_utt3', 'dia182_utt4', 'dia182_utt5', 'dia182_utt6', 'dia182_utt7', 'dia182_utt8', 'dia182_utt9', 'dia183_utt0', 'dia183_utt1', 'dia183_utt2', 'dia183_utt3', 'dia183_utt4', 'dia183_utt5', 'dia183_utt6', 'dia183_utt7', 'dia183_utt8', 'dia184_utt0', 'dia184_utt1', 'dia184_utt2', 'dia184_utt3', 'dia184_utt4', 'dia184_utt5', 'dia184_utt6', 'dia184_utt7', 'dia184_utt8', 'dia184_utt9', 'dia184_utt10', 'dia184_utt11', 'dia184_utt12', 'dia184_utt13', 'dia184_utt14', 'dia185_utt0', 'dia185_utt1', 'dia185_utt2', 'dia185_utt3', 'dia185_utt4', 'dia185_utt5', 'dia185_utt6', 'dia185_utt7', 'dia186_utt0', 'dia186_utt1', 'dia186_utt2', 'dia186_utt3', 'dia187_utt0', 'dia187_utt1', 'dia187_utt2', 'dia187_utt3', 'dia187_utt4', 'dia187_utt5', 'dia187_utt6', 'dia187_utt7', 'dia187_utt8', 'dia188_utt0', 'dia188_utt1', 'dia188_utt2', 'dia188_utt3', 'dia188_utt4', 'dia188_utt5', 'dia188_utt6', 'dia188_utt7', 'dia188_utt8', 'dia189_utt0', 'dia189_utt1', 'dia189_utt2', 'dia189_utt3', 'dia189_utt4', 'dia189_utt5', 'dia189_utt6', 'dia189_utt7', 'dia189_utt8', 'dia189_utt9', 'dia190_utt0', 'dia190_utt1', 'dia190_utt2', 'dia190_utt3', 'dia190_utt4', 'dia191_utt0', 'dia191_utt1', 'dia191_utt2', 'dia191_utt3', 'dia191_utt4', 'dia191_utt5', 'dia191_utt6', 'dia191_utt7', 'dia191_utt8', 'dia191_utt9', 'dia192_utt0', 'dia192_utt1', 'dia192_utt2', 'dia192_utt3', 'dia192_utt4', 'dia192_utt5', 'dia192_utt6', 'dia192_utt7', 'dia192_utt8', 'dia192_utt9', 'dia192_utt10', 'dia192_utt11', 'dia193_utt0', 'dia193_utt1', 'dia193_utt2', 'dia193_utt3', 'dia193_utt4', 'dia194_utt0', 'dia194_utt1', 'dia194_utt2', 'dia194_utt3', 'dia194_utt4', 'dia195_utt0', 'dia195_utt1', 'dia195_utt2', 'dia195_utt3', 'dia195_utt4', 'dia195_utt5', 'dia195_utt6', 'dia195_utt7', 'dia195_utt8', 'dia195_utt9', 'dia195_utt10', 'dia195_utt11', 'dia196_utt0', 'dia196_utt1', 'dia196_utt2', 'dia196_utt3', 'dia196_utt4', 'dia196_utt5', 'dia196_utt6', 'dia196_utt7', 'dia196_utt8', 'dia196_utt9', 'dia196_utt10', 'dia196_utt11', 'dia196_utt12', 'dia196_utt13', 'dia196_utt14', 'dia196_utt15', 'dia196_utt16', 'dia196_utt17', 'dia197_utt0', 'dia197_utt1', 'dia197_utt2', 'dia197_utt3', 'dia197_utt4', 'dia198_utt0', 'dia198_utt1', 'dia198_utt2', 'dia198_utt3', 'dia198_utt4', 'dia198_utt5', 'dia198_utt6', 'dia198_utt7', 'dia198_utt8', 'dia198_utt9', 'dia198_utt10', 'dia198_utt11', 'dia198_utt12', 'dia199_utt0', 'dia199_utt1', 'dia199_utt2', 'dia199_utt3', 'dia199_utt4', 'dia199_utt5', 'dia199_utt6', 'dia199_utt7', 'dia199_utt8', 'dia199_utt9', 'dia199_utt10', 'dia199_utt11', 'dia199_utt12', 'dia199_utt13', 'dia199_utt14', 'dia199_utt15', 'dia200_utt0', 'dia200_utt1', 'dia200_utt2', 'dia200_utt3', 'dia200_utt4', 'dia201_utt0', 'dia201_utt1', 'dia201_utt2', 'dia201_utt3', 'dia201_utt4', 'dia201_utt5', 'dia201_utt6', 'dia201_utt7', 'dia201_utt8', 'dia201_utt9', 'dia201_utt10', 'dia201_utt11', 'dia202_utt0', 'dia202_utt1', 'dia202_utt2', 'dia202_utt3', 'dia202_utt4', 'dia202_utt5', 'dia202_utt6', 'dia202_utt7', 'dia203_utt0', 'dia203_utt1', 'dia203_utt2', 'dia203_utt3', 'dia203_utt4', 'dia203_utt5', 'dia203_utt6', 'dia203_utt7', 'dia203_utt8', 'dia203_utt9', 'dia203_utt10', 'dia203_utt11', 'dia203_utt12', 'dia204_utt0', 'dia204_utt1', 'dia204_utt2', 'dia204_utt3', 'dia204_utt4', 'dia204_utt5', 'dia204_utt6', 'dia204_utt7', 'dia204_utt8', 'dia204_utt9', 'dia205_utt0', 'dia205_utt1', 'dia205_utt2', 'dia205_utt3', 'dia205_utt4', 'dia205_utt5', 'dia205_utt6', 'dia205_utt7', 'dia206_utt0', 'dia206_utt1', 'dia206_utt2', 'dia206_utt3', 'dia206_utt4', 'dia207_utt0', 'dia207_utt1', 'dia208_utt0', 'dia208_utt1', 'dia208_utt2', 'dia208_utt3', 'dia208_utt4', 'dia208_utt5', 'dia208_utt6', 'dia208_utt7', 'dia208_utt8', 'dia208_utt9', 'dia208_utt10', 'dia208_utt11', 'dia208_utt12', 'dia208_utt13', 'dia209_utt0', 'dia209_utt1', 'dia210_utt0', 'dia210_utt1', 'dia210_utt2', 'dia210_utt3', 'dia210_utt4', 'dia210_utt5', 'dia210_utt6', 'dia210_utt7', 'dia210_utt8', 'dia210_utt9', 'dia211_utt0', 'dia211_utt1', 'dia211_utt2', 'dia211_utt3', 'dia211_utt4', 'dia211_utt5', 'dia211_utt6', 'dia211_utt7', 'dia212_utt0', 'dia212_utt1', 'dia212_utt2', 'dia212_utt3', 'dia212_utt4', 'dia212_utt5', 'dia212_utt6', 'dia213_utt0', 'dia213_utt1', 'dia213_utt2', 'dia213_utt3', 'dia213_utt4', 'dia213_utt5', 'dia213_utt6', 'dia213_utt7', 'dia213_utt8', 'dia213_utt9', 'dia213_utt10', 'dia213_utt11', 'dia214_utt0', 'dia214_utt1', 'dia214_utt2', 'dia214_utt3', 'dia214_utt4', 'dia214_utt5', 'dia214_utt6', 'dia214_utt7', 'dia215_utt0', 'dia215_utt1', 'dia215_utt2', 'dia215_utt3', 'dia215_utt4', 'dia215_utt5', 'dia215_utt6', 'dia215_utt7', 'dia215_utt8', 'dia215_utt9', 'dia215_utt10', 'dia216_utt0', 'dia216_utt1', 'dia216_utt2', 'dia216_utt3', 'dia217_utt0', 'dia217_utt1', 'dia217_utt2', 'dia217_utt3', 'dia217_utt4', 'dia217_utt5', 'dia217_utt6', 'dia217_utt7', 'dia217_utt8', 'dia217_utt9', 'dia217_utt10', 'dia217_utt11', 'dia218_utt0', 'dia218_utt1', 'dia218_utt2', 'dia219_utt0', 'dia219_utt1', 'dia220_utt0', 'dia220_utt1', 'dia221_utt0', 'dia221_utt1', 'dia221_utt2', 'dia221_utt3', 'dia221_utt4', 'dia222_utt0', 'dia222_utt1', 'dia222_utt2', 'dia222_utt3', 'dia222_utt4', 'dia222_utt5', 'dia222_utt6', 'dia222_utt7', 'dia222_utt8', 'dia222_utt9', 'dia222_utt10', 'dia222_utt11', 'dia222_utt12', 'dia222_utt13', 'dia223_utt0', 'dia223_utt1', 'dia223_utt2', 'dia223_utt3', 'dia223_utt4', 'dia223_utt5', 'dia223_utt6', 'dia224_utt0', 'dia224_utt1', 'dia224_utt2', 'dia224_utt3', 'dia224_utt4', 'dia224_utt5', 'dia224_utt6', 'dia224_utt7', 'dia224_utt8', 'dia225_utt0', 'dia225_utt1', 'dia225_utt2', 'dia225_utt3', 'dia225_utt4', 'dia225_utt5', 'dia226_utt0', 'dia226_utt1', 'dia226_utt2', 'dia226_utt3', 'dia226_utt4', 'dia226_utt5', 'dia226_utt6', 'dia226_utt7', 'dia226_utt8', 'dia227_utt0', 'dia227_utt1', 'dia227_utt2', 'dia227_utt3', 'dia228_utt0', 'dia228_utt1', 'dia228_utt2', 'dia228_utt3', 'dia228_utt4', 'dia228_utt5', 'dia228_utt6', 'dia228_utt7', 'dia228_utt8', 'dia228_utt9', 'dia228_utt10', 'dia228_utt11', 'dia228_utt12', 'dia229_utt0', 'dia229_utt1', 'dia229_utt2', 'dia229_utt3', 'dia229_utt4', 'dia229_utt5', 'dia229_utt6', 'dia229_utt7', 'dia229_utt8', 'dia229_utt9', 'dia229_utt10', 'dia230_utt0', 'dia230_utt1', 'dia230_utt2', 'dia230_utt3', 'dia230_utt4', 'dia230_utt5', 'dia230_utt6', 'dia230_utt7', 'dia230_utt8', 'dia231_utt0', 'dia231_utt1', 'dia231_utt2', 'dia231_utt3', 'dia231_utt4', 'dia231_utt5', 'dia231_utt6', 'dia231_utt7', 'dia231_utt8', 'dia231_utt9', 'dia231_utt10', 'dia231_utt11', 'dia231_utt12', 'dia231_utt13', 'dia232_utt0', 'dia232_utt1', 'dia232_utt2', 'dia232_utt3', 'dia232_utt4', 'dia232_utt5', 'dia232_utt6', 'dia232_utt7', 'dia232_utt8', 'dia232_utt9', 'dia233_utt0', 'dia233_utt1', 'dia233_utt2', 'dia233_utt3', 'dia233_utt4', 'dia233_utt5', 'dia233_utt6', 'dia233_utt7', 'dia233_utt8', 'dia233_utt9', 'dia233_utt10', 'dia233_utt11', 'dia233_utt12', 'dia233_utt13', 'dia234_utt0', 'dia234_utt1', 'dia234_utt2', 'dia234_utt3', 'dia234_utt4', 'dia234_utt5', 'dia234_utt6', 'dia234_utt7', 'dia234_utt8', 'dia234_utt9', 'dia234_utt10', 'dia234_utt11', 'dia234_utt12', 'dia234_utt13', 'dia234_utt14', 'dia235_utt0', 'dia236_utt0', 'dia237_utt0', 'dia237_utt1', 'dia237_utt2', 'dia237_utt3', 'dia237_utt4', 'dia237_utt5', 'dia237_utt6', 'dia237_utt7', 'dia237_utt8', 'dia237_utt9', 'dia237_utt10', 'dia237_utt11', 'dia238_utt0', 'dia238_utt1', 'dia238_utt2', 'dia238_utt3', 'dia238_utt4', 'dia239_utt0', 'dia239_utt1', 'dia239_utt2', 'dia239_utt3', 'dia239_utt4', 'dia239_utt5', 'dia239_utt6', 'dia239_utt7', 'dia239_utt8', 'dia239_utt9', 'dia239_utt10', 'dia239_utt11', 'dia240_utt0', 'dia240_utt1', 'dia240_utt2', 'dia240_utt3', 'dia240_utt4', 'dia240_utt5', 'dia240_utt6', 'dia240_utt7', 'dia240_utt8', 'dia240_utt9', 'dia240_utt10', 'dia240_utt11', 'dia240_utt12', 'dia240_utt13', 'dia240_utt14', 'dia240_utt15', 'dia240_utt16', 'dia241_utt0', 'dia241_utt1', 'dia241_utt2', 'dia241_utt3', 'dia241_utt4', 'dia241_utt5', 'dia241_utt6', 'dia241_utt7', 'dia241_utt8', 'dia241_utt9', 'dia241_utt10', 'dia241_utt11', 'dia241_utt12', 'dia241_utt13', 'dia241_utt14', 'dia242_utt0', 'dia242_utt1', 'dia242_utt2', 'dia242_utt3', 'dia242_utt4', 'dia242_utt5', 'dia242_utt6', 'dia242_utt7', 'dia243_utt0', 'dia243_utt1', 'dia243_utt2', 'dia243_utt3', 'dia243_utt4', 'dia243_utt5', 'dia244_utt0', 'dia244_utt1', 'dia244_utt2', 'dia244_utt3', 'dia244_utt4', 'dia244_utt5', 'dia244_utt6', 'dia244_utt7', 'dia244_utt8', 'dia244_utt9', 'dia244_utt10', 'dia244_utt11', 'dia244_utt12', 'dia244_utt13', 'dia244_utt14', 'dia244_utt15', 'dia244_utt16', 'dia244_utt17', 'dia244_utt18', 'dia244_utt19', 'dia244_utt20', 'dia244_utt21', 'dia245_utt0', 'dia245_utt1', 'dia245_utt2', 'dia245_utt3', 'dia245_utt4', 'dia246_utt0', 'dia246_utt1', 'dia246_utt2', 'dia246_utt3', 'dia246_utt4', 'dia246_utt5', 'dia246_utt6', 'dia246_utt7', 'dia246_utt8', 'dia246_utt9', 'dia246_utt10', 'dia246_utt11', 'dia246_utt12', 'dia246_utt13', 'dia247_utt0', 'dia247_utt1', 'dia247_utt2', 'dia247_utt3', 'dia247_utt4', 'dia248_utt0', 'dia249_utt0', 'dia249_utt1', 'dia249_utt2', 'dia249_utt3', 'dia249_utt4', 'dia249_utt5', 'dia249_utt6', 'dia249_utt7', 'dia250_utt0', 'dia250_utt1', 'dia250_utt2', 'dia250_utt3', 'dia250_utt4', 'dia250_utt5', 'dia250_utt6', 'dia250_utt7', 'dia250_utt8', 'dia251_utt0', 'dia251_utt1', 'dia251_utt2', 'dia251_utt3', 'dia251_utt4', 'dia252_utt0', 'dia252_utt1', 'dia252_utt2', 'dia252_utt3', 'dia252_utt4', 'dia252_utt5', 'dia252_utt6', 'dia252_utt7', 'dia252_utt8', 'dia252_utt9', 'dia252_utt10', 'dia252_utt11', 'dia252_utt12', 'dia252_utt13', 'dia252_utt14', 'dia252_utt15', 'dia252_utt16', 'dia252_utt17', 'dia252_utt18', 'dia253_utt0', 'dia253_utt1', 'dia253_utt2', 'dia253_utt3', 'dia253_utt4', 'dia253_utt5', 'dia253_utt6', 'dia253_utt7', 'dia253_utt8', 'dia253_utt9', 'dia253_utt10', 'dia253_utt11', 'dia253_utt12', 'dia254_utt0', 'dia254_utt1', 'dia254_utt2', 'dia254_utt3', 'dia254_utt4', 'dia254_utt5', 'dia254_utt6', 'dia254_utt7', 'dia254_utt8', 'dia254_utt9', 'dia254_utt10', 'dia254_utt11', 'dia254_utt12', 'dia254_utt13', 'dia254_utt14', 'dia254_utt15', 'dia254_utt16', 'dia254_utt17', 'dia255_utt0', 'dia255_utt1', 'dia255_utt2', 'dia255_utt3', 'dia255_utt4', 'dia255_utt5', 'dia255_utt6', 'dia255_utt7', 'dia255_utt8', 'dia256_utt0', 'dia256_utt1', 'dia257_utt0', 'dia257_utt1', 'dia257_utt2', 'dia257_utt3', 'dia257_utt4', 'dia258_utt0', 'dia258_utt1', 'dia258_utt2', 'dia258_utt3', 'dia258_utt4', 'dia258_utt5', 'dia258_utt6', 'dia258_utt7', 'dia258_utt8', 'dia258_utt9', 'dia258_utt10', 'dia258_utt11', 'dia258_utt12', 'dia259_utt0', 'dia259_utt1', 'dia259_utt2', 'dia259_utt3', 'dia259_utt4', 'dia259_utt5', 'dia259_utt6', 'dia259_utt7', 'dia259_utt8', 'dia259_utt9', 'dia259_utt10', 'dia259_utt11', 'dia259_utt12', 'dia259_utt13', 'dia259_utt14', 'dia259_utt15', 'dia260_utt0', 'dia260_utt1', 'dia260_utt2', 'dia260_utt3', 'dia260_utt4', 'dia260_utt5', 'dia260_utt6', 'dia260_utt7', 'dia260_utt8', 'dia260_utt9', 'dia260_utt10', 'dia261_utt0', 'dia261_utt1', 'dia261_utt2', 'dia261_utt3', 'dia261_utt4', 'dia261_utt5', 'dia261_utt6', 'dia261_utt7', 'dia261_utt8', 'dia262_utt0', 'dia262_utt1', 'dia262_utt2', 'dia262_utt3', 'dia262_utt4', 'dia262_utt5', 'dia262_utt6', 'dia262_utt7', 'dia262_utt8', 'dia262_utt9', 'dia262_utt10', 'dia262_utt11', 'dia262_utt12', 'dia262_utt13', 'dia262_utt14', 'dia262_utt15', 'dia262_utt16', 'dia263_utt0', 'dia263_utt1', 'dia263_utt2', 'dia263_utt3', 'dia263_utt4', 'dia263_utt5', 'dia263_utt6', 'dia263_utt7', 'dia263_utt8', 'dia263_utt9', 'dia264_utt0', 'dia264_utt1', 'dia264_utt2', 'dia264_utt3', 'dia265_utt0', 'dia265_utt1', 'dia266_utt0', 'dia266_utt1', 'dia266_utt2', 'dia266_utt3', 'dia266_utt4', 'dia266_utt5', 'dia266_utt6', 'dia266_utt7', 'dia266_utt8', 'dia266_utt9', 'dia266_utt10', 'dia266_utt11', 'dia266_utt12', 'dia266_utt13', 'dia266_utt14', 'dia266_utt15', 'dia266_utt16', 'dia267_utt0', 'dia267_utt1', 'dia267_utt2', 'dia267_utt3', 'dia267_utt4', 'dia267_utt5', 'dia267_utt6', 'dia267_utt7', 'dia267_utt8', 'dia267_utt9', 'dia267_utt10', 'dia268_utt0', 'dia268_utt1', 'dia268_utt2', 'dia268_utt3', 'dia268_utt4', 'dia268_utt5', 'dia268_utt6', 'dia268_utt7', 'dia268_utt8', 'dia268_utt9', 'dia268_utt10', 'dia268_utt11', 'dia268_utt12', 'dia268_utt13', 'dia269_utt0', 'dia269_utt1', 'dia269_utt2', 'dia269_utt3', 'dia269_utt4', 'dia270_utt0', 'dia270_utt1', 'dia270_utt2', 'dia270_utt3', 'dia270_utt4', 'dia270_utt5', 'dia270_utt6', 'dia270_utt7', 'dia270_utt8', 'dia270_utt9', 'dia270_utt10', 'dia270_utt11', 'dia270_utt12', 'dia270_utt13', 'dia270_utt14', 'dia271_utt0', 'dia271_utt1', 'dia271_utt2', 'dia271_utt3', 'dia271_utt4', 'dia271_utt5', 'dia272_utt0', 'dia272_utt1', 'dia272_utt2', 'dia272_utt3', 'dia272_utt4', 'dia272_utt5', 'dia273_utt0', 'dia273_utt1', 'dia273_utt2', 'dia273_utt3', 'dia274_utt0', 'dia274_utt1', 'dia274_utt2', 'dia274_utt3', 'dia274_utt4', 'dia275_utt0', 'dia275_utt1', 'dia275_utt2', 'dia275_utt3', 'dia276_utt0', 'dia277_utt0', 'dia278_utt0', 'dia278_utt1', 'dia278_utt2', 'dia278_utt3', 'dia278_utt4', 'dia278_utt5', 'dia278_utt6', 'dia278_utt7', 'dia278_utt8', 'dia278_utt9', 'dia278_utt10', 'dia278_utt11', 'dia278_utt12', 'dia278_utt13', 'dia278_utt14', 'dia278_utt15', 'dia278_utt16', 'dia279_utt0', 'dia279_utt1', 'dia279_utt2', 'dia279_utt3', 'dia279_utt4', 'dia279_utt5', 'dia279_utt6', 'dia279_utt7', 'dia279_utt8', 'dia279_utt9', 'dia279_utt10', 'dia279_utt11', 'dia279_utt12', 'dia279_utt13', 'dia279_utt14', 'dia279_utt15']

class Meld_Dataset(Dataset):
    def __init__(self, name, args, token_to_ix=None, dataroot='data'):
        super(Meld_Dataset, self).__init__()
        assert name in ['train', 'valid', 'test']
        self.args = args
        self.dataroot = os.path.join(dataroot,'MELD')
        self.private_set = name == 'private'

        word_file = os.path.join(self.dataroot, name + "_sentences.p")
        audio_file = os.path.join(self.dataroot, name + "_mels.p")
        # video_file = os.path.join(self.dataroot, name + "_r21d.p") # Didnt improve our results
        video_file = os.path.join(self.dataroot, name + "_mels.p") # Dummy

        y_s_file = os.path.join(self.dataroot, name + "_sentiment.p")
        y_e_file = os.path.join(self.dataroot, name + "_emotion.p")

        self.set = eval(name.upper() + "_SET")
        self.key_to_word = pickle.load(open(word_file, "rb"))
        self.key_to_audio = pickle.load(open(audio_file, "rb"))
        self.key_to_video = pickle.load(open(video_file, "rb"))

        if args.task == "emotion":
            self.key_to_label = pickle.load(open(y_e_file, "rb"))
        if args.task == "sentiment":
            self.key_to_label = pickle.load(open(y_s_file, "rb"))

        for key in self.set:
            if not (key in self.key_to_word and
                    key in self.key_to_audio and
                    key in self.key_to_video and
                    key in self.key_to_label):
                self.set.remove(key)

        # t = []
        # for key in self.key_to_audio.keys():
        #     x = self.key_to_audio[key].shape[0]
        #     t.append(x)
        # plot(t)
        # sys.exit()

        # Creating embeddings and word indexes
        self.key_to_sentence = tokenize(self.key_to_word)
        if token_to_ix is not None:
            self.token_to_ix = token_to_ix
        else:  # Train
            self.token_to_ix, self.pretrained_emb = create_dict(self.key_to_sentence, self.dataroot)
        self.vocab_size = len(self.token_to_ix)

        self.l_max_len = args.lang_seq_len
        self.a_max_len = args.audio_seq_len
        self.v_max_len = args.video_seq_len

    def __getitem__(self, idx):

        key = self.set[idx]
        L = sent_to_ix(self.key_to_sentence[key], self.token_to_ix, max_token=self.l_max_len)
        A = pad_feature(self.key_to_audio[key], self.a_max_len)
        V = pad_feature(self.key_to_video[key], self.v_max_len)
        Y = self.key_to_label[key]

        if self.args.task == "sentiment":
            y = np.array(Y)
        if self.args.task == "emotion":
            y = np.array(Y)
        return key, torch.from_numpy(L), torch.from_numpy(A), torch.from_numpy(V).float(), torch.from_numpy(y)

    def __len__(self):
        return len(self.set)
